Overview
Brought to you by YData
Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 294 |
| Missing cells | 21 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 57.6 KiB |
| Average record size in memory | 200.4 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 6 |
| Text | 1 |
Flower_size is highly overall correlated with Flower_size_norm_std and 5 other fields | High correlation |
Flower_size_norm_std is highly overall correlated with Flower_size and 5 other fields | High correlation |
S.No. is highly overall correlated with Flower_size and 6 other fields | High correlation |
area is highly overall correlated with population | High correlation |
bp_area is highly overall correlated with bp_area_norm_std | High correlation |
bp_area_norm_std is highly overall correlated with bp_area | High correlation |
date is highly overall correlated with S.No. and 4 other fields | High correlation |
day is highly overall correlated with date and 1 other fields | High correlation |
df_index is highly overall correlated with Flower_size and 6 other fields | High correlation |
entr_height is highly overall correlated with tunnel_volume_cm and 1 other fields | High correlation |
entr_length is highly overall correlated with tunnel_volume_cm and 1 other fields | High correlation |
fruit is highly overall correlated with fruit_norm_std and 2 other fields | High correlation |
fruit_norm_std is highly overall correlated with fruit and 2 other fields | High correlation |
length_mm is highly overall correlated with Flower_size and 5 other fields | High correlation |
population is highly overall correlated with Flower_size and 7 other fields | High correlation |
seed is highly overall correlated with fruit and 2 other fields | High correlation |
seed_norm_std is highly overall correlated with fruit and 2 other fields | High correlation |
treatment is highly overall correlated with date | High correlation |
tunnel_length is highly overall correlated with tunnel_volume_cm and 1 other fields | High correlation |
tunnel_volume_cm is highly overall correlated with entr_height and 3 other fields | High correlation |
tunnel_volume_cm_norm_std is highly overall correlated with entr_height and 3 other fields | High correlation |
width_mm is highly overall correlated with Flower_size and 4 other fields | High correlation |
entr_length has 4 (1.4%) missing values | Missing |
entr_height has 5 (1.7%) missing values | Missing |
tunnel_volume_cm has 5 (1.7%) missing values | Missing |
tunnel_volume_cm_norm_std has 5 (1.7%) missing values | Missing |
df_index is uniformly distributed | Uniform |
S.No. is uniformly distributed | Uniform |
df_index has unique values | Unique |
S.No. has unique values | Unique |
seed has 150 (51.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-05-17 08:27:20.714221 |
|---|---|
| Analysis finished | 2025-05-17 08:28:36.301421 |
| Duration | 1 minute and 15.59 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
df_index
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 294 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 150.14626 |
| Minimum | 0 |
|---|---|
| Maximum | 301 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.65 |
| Q1 | 74.25 |
| median | 151.5 |
| Q3 | 224.75 |
| 95-th percentile | 283.35 |
| Maximum | 301 |
| Range | 301 |
| Interquartile range (IQR) | 150.5 |
Descriptive statistics
| Standard deviation | 86.778772 |
|---|---|
| Coefficient of variation (CV) | 0.5779616 |
| Kurtosis | -1.1978398 |
| Mean | 150.14626 |
| Median Absolute Deviation (MAD) | 75.5 |
| Skewness | -0.024871439 |
| Sum | 44143 |
| Variance | 7530.5553 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 301 | 1 | 0.3% |
| 0 | 1 | 0.3% |
| 1 | 1 | 0.3% |
| 2 | 1 | 0.3% |
| 3 | 1 | 0.3% |
| 4 | 1 | 0.3% |
| 282 | 1 | 0.3% |
| 281 | 1 | 0.3% |
| 280 | 1 | 0.3% |
| 279 | 1 | 0.3% |
| Other values (284) | 284 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 301 | 1 | |
| 300 | 1 | |
| 299 | 1 | |
| 298 | 1 | |
| 294 | 1 | |
| 293 | 1 | |
| 292 | 1 | |
| 291 | 1 | |
| 290 | 1 | |
| 289 | 1 |
S.No.
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 294 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 151.14626 |
| Minimum | 1 |
|---|---|
| Maximum | 302 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 15.65 |
| Q1 | 75.25 |
| median | 152.5 |
| Q3 | 225.75 |
| 95-th percentile | 284.35 |
| Maximum | 302 |
| Range | 301 |
| Interquartile range (IQR) | 150.5 |
Descriptive statistics
| Standard deviation | 86.778772 |
|---|---|
| Coefficient of variation (CV) | 0.57413775 |
| Kurtosis | -1.1978398 |
| Mean | 151.14626 |
| Median Absolute Deviation (MAD) | 75.5 |
| Skewness | -0.024871439 |
| Sum | 44437 |
| Variance | 7530.5553 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 302 | 1 | 0.3% |
| 1 | 1 | 0.3% |
| 2 | 1 | 0.3% |
| 3 | 1 | 0.3% |
| 4 | 1 | 0.3% |
| 5 | 1 | 0.3% |
| 283 | 1 | 0.3% |
| 282 | 1 | 0.3% |
| 281 | 1 | 0.3% |
| 280 | 1 | 0.3% |
| Other values (284) | 284 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 302 | 1 | |
| 301 | 1 | |
| 300 | 1 | |
| 299 | 1 | |
| 295 | 1 | |
| 294 | 1 | |
| 293 | 1 | |
| 292 | 1 | |
| 291 | 1 | |
| 290 | 1 |
date
Categorical
High correlation
| Distinct | 13 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 KiB |
| 2024-02-22 | |
|---|---|
| 2024-02-27 | |
| 2024-02-29 | |
| 2024-02-15 | |
| 2024-02-25 | |
| Other values (8) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | 2024-02-07 |
|---|---|
| 2nd row | 2024-02-07 |
| 3rd row | 2024-02-07 |
| 4th row | 2024-02-07 |
| 5th row | 2024-02-07 |
Common Values
| Value | Count | Frequency (%) |
| 2024-02-22 | 63 | |
| 2024-02-27 | 42 | |
| 2024-02-29 | 34 | |
| 2024-02-15 | 32 | |
| 2024-02-25 | 30 | |
| 2024-03-07 | 18 | 6.1% |
| 2024-02-11 | 17 | 5.8% |
| 2024-03-06 | 16 | 5.4% |
| 2024-02-21 | 16 | 5.4% |
| 2024-02-08 | 12 | 4.1% |
| Other values (3) | 14 | 4.8% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2024-02-22 | 63 | |
| 2024-02-27 | 42 | |
| 2024-02-29 | 34 | |
| 2024-02-15 | 32 | |
| 2024-02-25 | 30 | |
| 2024-03-07 | 18 | 6.1% |
| 2024-02-11 | 17 | 5.8% |
| 2024-03-06 | 16 | 5.4% |
| 2024-02-21 | 16 | 5.4% |
| 2024-02-08 | 12 | 4.1% |
| Other values (3) | 14 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1091 | |
| 0 | 643 | |
| - | 588 | |
| 4 | 295 | 10.0% |
| 1 | 87 | 3.0% |
| 7 | 69 | 2.3% |
| 5 | 62 | 2.1% |
| 3 | 43 | 1.5% |
| 9 | 34 | 1.2% |
| 6 | 16 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2940 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1091 | |
| 0 | 643 | |
| - | 588 | |
| 4 | 295 | 10.0% |
| 1 | 87 | 3.0% |
| 7 | 69 | 2.3% |
| 5 | 62 | 2.1% |
| 3 | 43 | 1.5% |
| 9 | 34 | 1.2% |
| 6 | 16 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2940 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1091 | |
| 0 | 643 | |
| - | 588 | |
| 4 | 295 | 10.0% |
| 1 | 87 | 3.0% |
| 7 | 69 | 2.3% |
| 5 | 62 | 2.1% |
| 3 | 43 | 1.5% |
| 9 | 34 | 1.2% |
| 6 | 16 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2940 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1091 | |
| 0 | 643 | |
| - | 588 | |
| 4 | 295 | 10.0% |
| 1 | 87 | 3.0% |
| 7 | 69 | 2.3% |
| 5 | 62 | 2.1% |
| 3 | 43 | 1.5% |
| 9 | 34 | 1.2% |
| 6 | 16 | 0.5% |
day
Real number (ℝ)
High correlation
| Distinct | 13 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.255102 |
| Minimum | 1 |
|---|---|
| Maximum | 37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 15 |
| median | 16 |
| Q3 | 21 |
| 95-th percentile | 30 |
| Maximum | 37 |
| Range | 36 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 8.0131861 |
|---|---|
| Coefficient of variation (CV) | 0.46439517 |
| Kurtosis | -0.25829385 |
| Mean | 17.255102 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.16573617 |
| Sum | 5073 |
| Variance | 64.211151 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 16 | 63 | |
| 21 | 42 | |
| 23 | 34 | |
| 9 | 32 | |
| 19 | 30 | |
| 30 | 18 | 6.1% |
| 5 | 17 | 5.8% |
| 29 | 16 | 5.4% |
| 15 | 16 | 5.4% |
| 2 | 12 | 4.1% |
| Other values (3) | 14 | 4.8% |
| Value | Count | Frequency (%) |
| 1 | 9 | 3.1% |
| 2 | 12 | 4.1% |
| 5 | 17 | 5.8% |
| 9 | 32 | |
| 15 | 16 | 5.4% |
| 16 | 63 | |
| 19 | 30 | |
| 21 | 42 | |
| 23 | 34 | |
| 29 | 16 | 5.4% |
| Value | Count | Frequency (%) |
| 37 | 1 | 0.3% |
| 36 | 4 | 1.4% |
| 30 | 18 | 6.1% |
| 29 | 16 | 5.4% |
| 23 | 34 | |
| 21 | 42 | |
| 19 | 30 | |
| 16 | 63 | |
| 15 | 16 | 5.4% |
| 9 | 32 |
population
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 KiB |
| KUR | |
|---|---|
| NET |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NET |
|---|---|
| 2nd row | NET |
| 3rd row | NET |
| 4th row | NET |
| 5th row | NET |
Common Values
| Value | Count | Frequency (%) |
| KUR | 171 | |
| NET | 123 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| kur | 171 | |
| net | 123 |
Most occurring characters
| Value | Count | Frequency (%) |
| K | 171 | |
| U | 171 | |
| R | 171 | |
| N | 123 | |
| E | 123 | |
| T | 123 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 882 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| K | 171 | |
| U | 171 | |
| R | 171 | |
| N | 123 | |
| E | 123 | |
| T | 123 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 882 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| K | 171 | |
| U | 171 | |
| R | 171 | |
| N | 123 | |
| E | 123 | |
| T | 123 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 882 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| K | 171 | |
| U | 171 | |
| R | 171 | |
| N | 123 | |
| E | 123 | |
| T | 123 |
area
Categorical
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 KiB |
| GREEN | |
|---|---|
| BLUE | |
| Yellow | |
| Red | |
| PINK | |
| Other values (5) |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.6496599 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BLUE |
|---|---|
| 2nd row | BROWN |
| 3rd row | RED |
| 4th row | RED |
| 5th row | GREEN |
Common Values
| Value | Count | Frequency (%) |
| GREEN | 68 | |
| BLUE | 66 | |
| Yellow | 64 | |
| Red | 27 | 9.2% |
| PINK | 21 | 7.1% |
| RED | 14 | 4.8% |
| BROWN | 11 | 3.7% |
| Brown | 9 | 3.1% |
| ORANGE | 8 | 2.7% |
| Blue | 6 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| blue | 72 | |
| green | 68 | |
| yellow | 64 | |
| red | 41 | |
| pink | 21 | 7.1% |
| brown | 20 | 6.8% |
| orange | 8 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 224 | |
| l | 134 | |
| R | 128 | |
| N | 108 | 7.9% |
| e | 97 | 7.1% |
| B | 92 | 6.7% |
| G | 76 | 5.6% |
| o | 73 | 5.3% |
| w | 73 | 5.3% |
| U | 66 | 4.8% |
| Other values (13) | 296 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1367 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 224 | |
| l | 134 | |
| R | 128 | |
| N | 108 | 7.9% |
| e | 97 | 7.1% |
| B | 92 | 6.7% |
| G | 76 | 5.6% |
| o | 73 | 5.3% |
| w | 73 | 5.3% |
| U | 66 | 4.8% |
| Other values (13) | 296 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1367 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 224 | |
| l | 134 | |
| R | 128 | |
| N | 108 | 7.9% |
| e | 97 | 7.1% |
| B | 92 | 6.7% |
| G | 76 | 5.6% |
| o | 73 | 5.3% |
| w | 73 | 5.3% |
| U | 66 | 4.8% |
| Other values (13) | 296 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1367 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 224 | |
| l | 134 | |
| R | 128 | |
| N | 108 | 7.9% |
| e | 97 | 7.1% |
| B | 92 | 6.7% |
| G | 76 | 5.6% |
| o | 73 | 5.3% |
| w | 73 | 5.3% |
| U | 66 | 4.8% |
| Other values (13) | 296 |
genotype_id
Text
| Distinct | 93 |
|---|---|
| Distinct (%) | 31.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.0034014 |
| Min length | 4 |
Unique
| Unique | 34 ? |
|---|---|
| Unique (%) | 11.6% |
Sample
| 1st row | N119 |
|---|---|
| 2nd row | N185 |
| 3rd row | N186 |
| 4th row | N186 |
| 5th row | N187 |
| Value | Count | Frequency (%) |
| k210 | 13 | 4.4% |
| k188 | 13 | 4.4% |
| k217 | 12 | 4.1% |
| k168 | 10 | 3.4% |
| n191 | 9 | 3.1% |
| k179 | 9 | 3.1% |
| n193 | 8 | 2.7% |
| k202 | 7 | 2.4% |
| n188 | 7 | 2.4% |
| n192 | 7 | 2.4% |
| Other values (83) | 199 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 280 | |
| K | 171 | |
| N | 123 | |
| 2 | 114 | |
| 9 | 111 | 9.4% |
| 8 | 94 | 8.0% |
| 0 | 91 | 7.7% |
| 7 | 62 | 5.3% |
| 5 | 39 | 3.3% |
| 6 | 33 | 2.8% |
| Other values (3) | 59 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1177 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 280 | |
| K | 171 | |
| N | 123 | |
| 2 | 114 | |
| 9 | 111 | 9.4% |
| 8 | 94 | 8.0% |
| 0 | 91 | 7.7% |
| 7 | 62 | 5.3% |
| 5 | 39 | 3.3% |
| 6 | 33 | 2.8% |
| Other values (3) | 59 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1177 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 280 | |
| K | 171 | |
| N | 123 | |
| 2 | 114 | |
| 9 | 111 | 9.4% |
| 8 | 94 | 8.0% |
| 0 | 91 | 7.7% |
| 7 | 62 | 5.3% |
| 5 | 39 | 3.3% |
| 6 | 33 | 2.8% |
| Other values (3) | 59 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1177 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 280 | |
| K | 171 | |
| N | 123 | |
| 2 | 114 | |
| 9 | 111 | 9.4% |
| 8 | 94 | 8.0% |
| 0 | 91 | 7.7% |
| 7 | 62 | 5.3% |
| 5 | 39 | 3.3% |
| 6 | 33 | 2.8% |
| Other values (3) | 59 | 5.0% |
Flower_id
Real number (ℝ)
| Distinct | 260 |
|---|---|
| Distinct (%) | 88.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 183.41821 |
| Minimum | 6.1 |
|---|---|
| Maximum | 910.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 6.1 |
|---|---|
| 5-th percentile | 50.165 |
| Q1 | 169.35 |
| median | 191.15 |
| Q3 | 202.275 |
| 95-th percentile | 218.775 |
| Maximum | 910.1 |
| Range | 904 |
| Interquartile range (IQR) | 32.925 |
Descriptive statistics
| Standard deviation | 98.996005 |
|---|---|
| Coefficient of variation (CV) | 0.53972833 |
| Kurtosis | 36.742687 |
| Mean | 183.41821 |
| Median Absolute Deviation (MAD) | 13.55 |
| Skewness | 4.9778636 |
| Sum | 53924.954 |
| Variance | 9800.209 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 188.4 | 2 | 0.7% |
| 189.1 | 2 | 0.7% |
| 189.2 | 2 | 0.7% |
| 187.2 | 2 | 0.7% |
| 187.3 | 2 | 0.7% |
| 188.5 | 2 | 0.7% |
| 188.6 | 2 | 0.7% |
| 192.1 | 2 | 0.7% |
| 192.2 | 2 | 0.7% |
| 188.101 | 2 | 0.7% |
| Other values (250) | 274 |
| Value | Count | Frequency (%) |
| 6.1 | 1 | |
| 7.1 | 1 | |
| 12.1 | 1 | |
| 12.2 | 1 | |
| 12.3 | 1 | |
| 12.4 | 1 | |
| 12.5 | 1 | |
| 16.1 | 1 | |
| 17.1 | 1 | |
| 41.1 | 1 |
| Value | Count | Frequency (%) |
| 910.1 | 1 | |
| 906.1 | 1 | |
| 902.1 | 1 | |
| 900.1 | 1 | |
| 234.1 | 1 | |
| 221.6 | 1 | |
| 221.5 | 1 | |
| 221.4 | 1 | |
| 221.3 | 1 | |
| 221.2 | 1 |
treatment
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 KiB |
| CONTROL | |
|---|---|
| SUPP |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.5204082 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CONTROL |
|---|---|
| 2nd row | SUPP |
| 3rd row | CONTROL |
| 4th row | CONTROL |
| 5th row | CONTROL |
Common Values
| Value | Count | Frequency (%) |
| CONTROL | 247 | |
| SUPP | 47 | 16.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| control | 247 | |
| supp | 47 | 16.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 494 | |
| C | 247 | |
| N | 247 | |
| T | 247 | |
| R | 247 | |
| L | 247 | |
| P | 94 | 4.9% |
| S | 47 | 2.5% |
| U | 47 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1917 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| O | 494 | |
| C | 247 | |
| N | 247 | |
| T | 247 | |
| R | 247 | |
| L | 247 | |
| P | 94 | 4.9% |
| S | 47 | 2.5% |
| U | 47 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1917 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| O | 494 | |
| C | 247 | |
| N | 247 | |
| T | 247 | |
| R | 247 | |
| L | 247 | |
| P | 94 | 4.9% |
| S | 47 | 2.5% |
| U | 47 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1917 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| O | 494 | |
| C | 247 | |
| N | 247 | |
| T | 247 | |
| R | 247 | |
| L | 247 | |
| P | 94 | 4.9% |
| S | 47 | 2.5% |
| U | 47 | 2.5% |
length_mm
Real number (ℝ)
High correlation
| Distinct | 188 |
|---|---|
| Distinct (%) | 63.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.130952 |
| Minimum | 42.9 |
|---|---|
| Maximum | 100.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 42.9 |
|---|---|
| 5-th percentile | 58.665 |
| Q1 | 66.1 |
| median | 71.25 |
| Q3 | 78.2 |
| 95-th percentile | 89.235 |
| Maximum | 100.6 |
| Range | 57.7 |
| Interquartile range (IQR) | 12.1 |
Descriptive statistics
| Standard deviation | 9.315371 |
|---|---|
| Coefficient of variation (CV) | 0.12914527 |
| Kurtosis | 0.41629263 |
| Mean | 72.130952 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.33673745 |
| Sum | 21206.5 |
| Variance | 86.776138 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70.3 | 5 | 1.7% |
| 78.2 | 4 | 1.4% |
| 79.4 | 4 | 1.4% |
| 75.1 | 4 | 1.4% |
| 63.8 | 4 | 1.4% |
| 69.9 | 4 | 1.4% |
| 67.8 | 4 | 1.4% |
| 69.1 | 3 | 1.0% |
| 65.8 | 3 | 1.0% |
| 74.1 | 3 | 1.0% |
| Other values (178) | 256 |
| Value | Count | Frequency (%) |
| 42.9 | 1 | |
| 50 | 1 | |
| 51 | 1 | |
| 51.1 | 1 | |
| 52.3 | 1 | |
| 55.6 | 1 | |
| 55.7 | 1 | |
| 56 | 1 | |
| 56.4 | 1 | |
| 56.7 | 1 |
| Value | Count | Frequency (%) |
| 100.6 | 2 | |
| 97.7 | 1 | |
| 95.8 | 1 | |
| 95.1 | 1 | |
| 94.5 | 1 | |
| 93.6 | 1 | |
| 93.4 | 1 | |
| 93 | 1 | |
| 92.8 | 1 | |
| 91.5 | 1 |
width_mm
Real number (ℝ)
High correlation
| Distinct | 185 |
|---|---|
| Distinct (%) | 62.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.116327 |
| Minimum | 37.1 |
|---|---|
| Maximum | 93.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 37.1 |
|---|---|
| 5-th percentile | 50.23 |
| Q1 | 56.825 |
| median | 61.2 |
| Q3 | 67.3 |
| 95-th percentile | 76.645 |
| Maximum | 93.9 |
| Range | 56.8 |
| Interquartile range (IQR) | 10.475 |
Descriptive statistics
| Standard deviation | 8.015757 |
|---|---|
| Coefficient of variation (CV) | 0.12904429 |
| Kurtosis | 0.56501271 |
| Mean | 62.116327 |
| Median Absolute Deviation (MAD) | 5.05 |
| Skewness | 0.3814099 |
| Sum | 18262.2 |
| Variance | 64.252361 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60.5 | 5 | 1.7% |
| 64 | 5 | 1.7% |
| 57.8 | 5 | 1.7% |
| 59.6 | 4 | 1.4% |
| 57.4 | 4 | 1.4% |
| 56.1 | 4 | 1.4% |
| 56 | 4 | 1.4% |
| 61.2 | 4 | 1.4% |
| 60.1 | 4 | 1.4% |
| 60 | 3 | 1.0% |
| Other values (175) | 252 |
| Value | Count | Frequency (%) |
| 37.1 | 1 | |
| 43.1 | 1 | |
| 43.2 | 1 | |
| 44.9 | 1 | |
| 45.6 | 1 | |
| 48.2 | 1 | |
| 48.8 | 1 | |
| 48.9 | 1 | |
| 49 | 1 | |
| 49.1 | 1 |
| Value | Count | Frequency (%) |
| 93.9 | 1 | |
| 83.3 | 1 | |
| 81.5 | 1 | |
| 81.1 | 1 | |
| 80.6 | 1 | |
| 79.8 | 2 | |
| 78.6 | 1 | |
| 78.3 | 1 | |
| 77.8 | 1 | |
| 77.6 | 1 |
ratio_len_wid
Real number (ℝ)
| Distinct | 289 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1642564 |
| Minimum | 0.87861272 |
|---|---|
| Maximum | 1.4065744 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.87861272 |
|---|---|
| 5-th percentile | 1.037338 |
| Q1 | 1.1125592 |
| median | 1.16692 |
| Q3 | 1.2188372 |
| 95-th percentile | 1.3011647 |
| Maximum | 1.4065744 |
| Range | 0.52796168 |
| Interquartile range (IQR) | 0.106278 |
Descriptive statistics
| Standard deviation | 0.08445227 |
|---|---|
| Coefficient of variation (CV) | 0.072537516 |
| Kurtosis | 0.50173857 |
| Mean | 1.1642564 |
| Median Absolute Deviation (MAD) | 0.053912392 |
| Skewness | -0.022342232 |
| Sum | 342.2914 |
| Variance | 0.007132186 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.170825336 | 2 | 0.7% |
| 1.211786372 | 2 | 0.7% |
| 1.0984375 | 2 | 0.7% |
| 1.302479339 | 2 | 0.7% |
| 1.301164725 | 2 | 0.7% |
| 1.124394184 | 1 | 0.3% |
| 1.128252788 | 1 | 0.3% |
| 1.196531792 | 1 | 0.3% |
| 1.176352705 | 1 | 0.3% |
| 1.142857143 | 1 | 0.3% |
| Other values (279) | 279 |
| Value | Count | Frequency (%) |
| 0.8786127168 | 1 | |
| 0.909252669 | 1 | |
| 0.9322638146 | 1 | |
| 0.9539170507 | 1 | |
| 0.9739837398 | 1 | |
| 0.9843304843 | 1 | |
| 0.9904153355 | 1 | |
| 1.018612521 | 1 | |
| 1.019834711 | 1 | |
| 1.020527859 | 1 |
| Value | Count | Frequency (%) |
| 1.406574394 | 1 | |
| 1.401869159 | 1 | |
| 1.389261745 | 1 | |
| 1.38547486 | 1 | |
| 1.375518672 | 1 | |
| 1.362012987 | 1 | |
| 1.341897233 | 1 | |
| 1.337552743 | 1 | |
| 1.308584687 | 1 | |
| 1.303448276 | 1 |
Flower_size
Real number (ℝ)
High correlation
| Distinct | 289 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.430961 |
| Minimum | 15.9159 |
|---|---|
| Maximum | 87.327 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 15.9159 |
|---|---|
| 5-th percentile | 29.57954 |
| Q1 | 37.74355 |
| median | 44.3208 |
| Q3 | 51.31095 |
| 95-th percentile | 67.392045 |
| Maximum | 87.327 |
| Range | 71.4111 |
| Interquartile range (IQR) | 13.5674 |
Descriptive statistics
| Standard deviation | 11.379063 |
|---|---|
| Coefficient of variation (CV) | 0.25046935 |
| Kurtosis | 0.85349571 |
| Mean | 45.430961 |
| Median Absolute Deviation (MAD) | 6.93195 |
| Skewness | 0.76133981 |
| Sum | 13356.702 |
| Variance | 129.48308 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31.781 | 2 | 0.7% |
| 35.7294 | 2 | 0.7% |
| 44.992 | 2 | 0.7% |
| 47.674 | 2 | 0.7% |
| 46.9982 | 2 | 0.7% |
| 43.0824 | 1 | 0.3% |
| 32.6566 | 1 | 0.3% |
| 32.2299 | 1 | 0.3% |
| 29.2913 | 1 | 0.3% |
| 28.2296 | 1 | 0.3% |
| Other values (279) | 279 |
| Value | Count | Frequency (%) |
| 15.9159 | 1 | |
| 22.45 | 1 | |
| 24.192 | 1 | |
| 24.3084 | 1 | |
| 24.888 | 1 | |
| 26.676 | 1 | |
| 27.9219 | 1 | |
| 28.2296 | 1 | |
| 28.7182 | 1 | |
| 28.861 | 1 |
| Value | Count | Frequency (%) |
| 87.327 | 1 | |
| 81.989 | 1 | |
| 81.0836 | 1 | |
| 79.8014 | 1 | |
| 77.9646 | 1 | |
| 75.9096 | 1 | |
| 70.8992 | 1 | |
| 70.05 | 1 | |
| 68.8503 | 1 | |
| 68.5875 | 1 |
tunnel_length
Real number (ℝ)
High correlation
| Distinct | 114 |
|---|---|
| Distinct (%) | 39.0% |
| Missing | 2 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.808219 |
| Minimum | 22.4 |
|---|---|
| Maximum | 42.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 22.4 |
|---|---|
| 5-th percentile | 26.555 |
| Q1 | 29.6 |
| median | 31.3 |
| Q3 | 34.025 |
| 95-th percentile | 37.045 |
| Maximum | 42.6 |
| Range | 20.2 |
| Interquartile range (IQR) | 4.425 |
Descriptive statistics
| Standard deviation | 3.3129032 |
|---|---|
| Coefficient of variation (CV) | 0.10415243 |
| Kurtosis | -0.089361246 |
| Mean | 31.808219 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | 0.085214943 |
| Sum | 9288 |
| Variance | 10.975327 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 11 | 3.7% |
| 28.1 | 7 | 2.4% |
| 30.7 | 7 | 2.4% |
| 30.1 | 7 | 2.4% |
| 31.5 | 6 | 2.0% |
| 36.8 | 6 | 2.0% |
| 29.5 | 6 | 2.0% |
| 31.3 | 5 | 1.7% |
| 34.3 | 5 | 1.7% |
| 32.8 | 5 | 1.7% |
| Other values (104) | 227 |
| Value | Count | Frequency (%) |
| 22.4 | 2 | |
| 23.9 | 1 | |
| 24.7 | 1 | |
| 25 | 1 | |
| 25.2 | 1 | |
| 25.3 | 2 | |
| 25.6 | 1 | |
| 25.7 | 1 | |
| 25.9 | 1 | |
| 26.4 | 2 |
| Value | Count | Frequency (%) |
| 42.6 | 1 | 0.3% |
| 39.7 | 1 | 0.3% |
| 39.6 | 1 | 0.3% |
| 38.2 | 4 | |
| 38 | 2 | |
| 37.9 | 1 | 0.3% |
| 37.6 | 2 | |
| 37.3 | 2 | |
| 37.1 | 1 | 0.3% |
| 37 | 4 |
entr_length
Real number (ℝ)
High correlation Missing
| Distinct | 75 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 4 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.135862 |
| Minimum | 6.2 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 9.945 |
| Q1 | 11.7 |
| median | 13.1 |
| Q3 | 14.6 |
| 95-th percentile | 16.62 |
| Maximum | 18 |
| Range | 11.8 |
| Interquartile range (IQR) | 2.9 |
Descriptive statistics
| Standard deviation | 2.0884317 |
|---|---|
| Coefficient of variation (CV) | 0.15898703 |
| Kurtosis | 0.19686158 |
| Mean | 13.135862 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | -0.14223706 |
| Sum | 3809.4 |
| Variance | 4.3615468 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.1 | 11 | 3.7% |
| 14 | 9 | 3.1% |
| 11.1 | 8 | 2.7% |
| 12 | 8 | 2.7% |
| 13.6 | 7 | 2.4% |
| 15.7 | 7 | 2.4% |
| 12.8 | 7 | 2.4% |
| 12.4 | 7 | 2.4% |
| 11.2 | 7 | 2.4% |
| 14.1 | 7 | 2.4% |
| Other values (65) | 212 |
| Value | Count | Frequency (%) |
| 6.2 | 2 | |
| 7.6 | 2 | |
| 8.3 | 2 | |
| 9.5 | 3 | |
| 9.8 | 2 | |
| 9.9 | 4 | |
| 10 | 2 | |
| 10.1 | 3 | |
| 10.2 | 1 | 0.3% |
| 10.3 | 4 |
| Value | Count | Frequency (%) |
| 18 | 1 | 0.3% |
| 17.7 | 1 | 0.3% |
| 17.6 | 1 | 0.3% |
| 17.5 | 4 | |
| 17.4 | 1 | 0.3% |
| 17.3 | 1 | 0.3% |
| 17.2 | 1 | 0.3% |
| 17.1 | 1 | 0.3% |
| 17 | 2 | |
| 16.9 | 1 | 0.3% |
entr_height
Real number (ℝ)
High correlation Missing
| Distinct | 62 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 5 |
| Missing (%) | 1.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3515571 |
| Minimum | 3.4 |
|---|---|
| Maximum | 12.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 3.4 |
|---|---|
| 5-th percentile | 5.8 |
| Q1 | 7.3 |
| median | 8.4 |
| Q3 | 9.3 |
| 95-th percentile | 10.9 |
| Maximum | 12.4 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.484786 |
|---|---|
| Coefficient of variation (CV) | 0.17778553 |
| Kurtosis | 0.44579519 |
| Mean | 8.3515571 |
| Median Absolute Deviation (MAD) | 0.9 |
| Skewness | -0.10358778 |
| Sum | 2413.6 |
| Variance | 2.2045896 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.9 | 17 | 5.8% |
| 7.1 | 14 | 4.8% |
| 7.8 | 11 | 3.7% |
| 8.2 | 10 | 3.4% |
| 7.9 | 10 | 3.4% |
| 9.3 | 9 | 3.1% |
| 9.4 | 9 | 3.1% |
| 9.7 | 9 | 3.1% |
| 8.1 | 9 | 3.1% |
| 7.6 | 9 | 3.1% |
| Other values (52) | 182 |
| Value | Count | Frequency (%) |
| 3.4 | 2 | 0.7% |
| 5.1 | 3 | |
| 5.2 | 1 | 0.3% |
| 5.5 | 1 | 0.3% |
| 5.6 | 3 | |
| 5.7 | 2 | 0.7% |
| 5.8 | 4 | |
| 5.9 | 2 | 0.7% |
| 6.1 | 5 | |
| 6.2 | 3 |
| Value | Count | Frequency (%) |
| 12.4 | 3 | |
| 12 | 1 | 0.3% |
| 11.4 | 1 | 0.3% |
| 11.3 | 2 | |
| 11.2 | 2 | |
| 11.1 | 2 | |
| 11 | 2 | |
| 10.9 | 4 | |
| 10.8 | 1 | 0.3% |
| 10.7 | 1 | 0.3% |
tunnel_volume_cm
Real number (ℝ)
High correlation Missing
| Distinct | 262 |
|---|---|
| Distinct (%) | 90.7% |
| Missing | 5 |
| Missing (%) | 1.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.559697 |
| Minimum | 0.787338 |
|---|---|
| Maximum | 7.1568 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.787338 |
|---|---|
| 5-th percentile | 1.940622 |
| Q1 | 2.708992 |
| median | 3.392928 |
| Q3 | 4.241568 |
| 95-th percentile | 5.6415084 |
| Maximum | 7.1568 |
| Range | 6.369462 |
| Interquartile range (IQR) | 1.532576 |
Descriptive statistics
| Standard deviation | 1.1245424 |
|---|---|
| Coefficient of variation (CV) | 0.31590959 |
| Kurtosis | 0.42411571 |
| Mean | 3.559697 |
| Median Absolute Deviation (MAD) | 0.729436 |
| Skewness | 0.57275107 |
| Sum | 1028.7524 |
| Variance | 1.2645957 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.91096 | 2 | 0.7% |
| 3.8794 | 2 | 0.7% |
| 3.32465 | 2 | 0.7% |
| 3.177872 | 2 | 0.7% |
| 2.663492 | 2 | 0.7% |
| 2.4544 | 2 | 0.7% |
| 4.272048 | 2 | 0.7% |
| 3.153465 | 2 | 0.7% |
| 2.556036 | 2 | 0.7% |
| 4.18562 | 2 | 0.7% |
| Other values (252) | 269 | |
| (Missing) | 5 | 1.7% |
| Value | Count | Frequency (%) |
| 0.787338 | 2 | |
| 1.58137 | 1 | |
| 1.647712 | 1 | |
| 1.687504 | 1 | |
| 1.68948 | 1 | |
| 1.75788 | 1 | |
| 1.772004 | 1 | |
| 1.832787 | 1 | |
| 1.858975 | 2 | |
| 1.869056 | 1 |
| Value | Count | Frequency (%) |
| 7.1568 | 1 | |
| 6.998316 | 1 | |
| 6.926296 | 1 | |
| 6.7704 | 1 | |
| 6.67128 | 1 | |
| 6.318192 | 1 | |
| 6.297584 | 1 | |
| 6.069 | 1 | |
| 6.04044 | 1 | |
| 5.975892 | 1 |
bp_area
Real number (ℝ)
High correlation
| Distinct | 286 |
|---|---|
| Distinct (%) | 97.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.8062857 |
| Minimum | 4.329 |
|---|---|
| Maximum | 14.278 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 4.329 |
|---|---|
| 5-th percentile | 5.49765 |
| Q1 | 6.7805 |
| median | 7.7125 |
| Q3 | 8.66175 |
| 95-th percentile | 10.60135 |
| Maximum | 14.278 |
| Range | 9.949 |
| Interquartile range (IQR) | 1.88125 |
Descriptive statistics
| Standard deviation | 1.5583334 |
|---|---|
| Coefficient of variation (CV) | 0.19962546 |
| Kurtosis | 1.1226172 |
| Mean | 7.8062857 |
| Median Absolute Deviation (MAD) | 0.935 |
| Skewness | 0.6693671 |
| Sum | 2295.048 |
| Variance | 2.428403 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.771 | 2 | 0.7% |
| 7.652 | 2 | 0.7% |
| 8.751 | 2 | 0.7% |
| 8.418 | 2 | 0.7% |
| 5.658 | 2 | 0.7% |
| 7.778 | 2 | 0.7% |
| 7.046 | 2 | 0.7% |
| 5.452 | 2 | 0.7% |
| 6.947 | 1 | 0.3% |
| 9.572 | 1 | 0.3% |
| Other values (276) | 276 |
| Value | Count | Frequency (%) |
| 4.329 | 1 | |
| 4.348 | 1 | |
| 4.593 | 1 | |
| 4.903 | 1 | |
| 5.038 | 1 | |
| 5.077 | 1 | |
| 5.139 | 1 | |
| 5.242 | 1 | |
| 5.281 | 1 | |
| 5.403 | 1 |
| Value | Count | Frequency (%) |
| 14.278 | 1 | |
| 13.563 | 1 | |
| 12.15 | 1 | |
| 11.838 | 1 | |
| 11.784 | 1 | |
| 11.481 | 1 | |
| 11.416 | 1 | |
| 11.262 | 1 | |
| 11.095 | 1 | |
| 11.024 | 1 |
fruit
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 150 | |
| 1.0 | 144 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 150 | |
| 1.0 | 144 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 444 | |
| . | 294 | |
| 1 | 144 | 16.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 882 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 444 | |
| . | 294 | |
| 1 | 144 | 16.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 882 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 444 | |
| . | 294 | |
| 1 | 144 | 16.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 882 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 444 | |
| . | 294 | |
| 1 | 144 | 16.3% |
seed
Real number (ℝ)
High correlation Zeros
| Distinct | 45 |
|---|---|
| Distinct (%) | 15.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.4421769 |
| Minimum | 0 |
|---|---|
| Maximum | 71 |
| Zeros | 150 |
| Zeros (%) | 51.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 14 |
| 95-th percentile | 40.7 |
| Maximum | 71 |
| Range | 71 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 14.461732 |
|---|---|
| Coefficient of variation (CV) | 1.53161 |
| Kurtosis | 2.6398428 |
| Mean | 9.4421769 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7638088 |
| Sum | 2776 |
| Variance | 209.1417 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 0 | 150 | |
| 8 | 11 | 3.7% |
| 2 | 11 | 3.7% |
| 12 | 7 | 2.4% |
| 7 | 7 | 2.4% |
| 3 | 6 | 2.0% |
| 9 | 6 | 2.0% |
| 6 | 6 | 2.0% |
| 34 | 5 | 1.7% |
| 15 | 5 | 1.7% |
| Other values (35) | 80 |
| Value | Count | Frequency (%) |
| 0 | 150 | |
| 1 | 1 | 0.3% |
| 2 | 11 | 3.7% |
| 3 | 6 | 2.0% |
| 4 | 2 | 0.7% |
| 5 | 4 | 1.4% |
| 6 | 6 | 2.0% |
| 7 | 7 | 2.4% |
| 8 | 11 | 3.7% |
| 9 | 6 | 2.0% |
| Value | Count | Frequency (%) |
| 71 | 1 | 0.3% |
| 60 | 2 | |
| 58 | 2 | |
| 55 | 1 | 0.3% |
| 52 | 1 | 0.3% |
| 48 | 3 | |
| 46 | 1 | 0.3% |
| 44 | 3 | |
| 42 | 1 | 0.3% |
| 40 | 2 |
Flower_size_norm_std
Real number (ℝ)
High correlation
| Distinct | 289 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0039147423 |
| Minimum | -2.5381548 |
|---|---|
| Maximum | 3.5933885 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 162 |
| Negative (%) | 55.1% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -2.5381548 |
|---|---|
| 5-th percentile | -1.364959 |
| Q1 | -0.66397586 |
| median | -0.099236021 |
| Q3 | 0.50095648 |
| 95-th percentile | 1.8817212 |
| Maximum | 3.5933885 |
| Range | 6.1315433 |
| Interquartile range (IQR) | 1.1649323 |
Descriptive statistics
| Standard deviation | 0.97703605 |
|---|---|
| Coefficient of variation (CV) | -249.57864 |
| Kurtosis | 0.85349571 |
| Mean | -0.0039147423 |
| Median Absolute Deviation (MAD) | 0.5951953 |
| Skewness | 0.76133981 |
| Sum | -1.1509342 |
| Variance | 0.95459945 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.175935948 | 2 | 0.7% |
| -0.8369160282 | 2 | 0.7% |
| -0.04160503925 | 2 | 0.7% |
| 0.1886784743 | 2 | 0.7% |
| 0.1306525241 | 2 | 0.7% |
| -0.2055682747 | 1 | 0.3% |
| -1.100754649 | 1 | 0.3% |
| -1.137392223 | 1 | 0.3% |
| -1.389708082 | 1 | 0.3% |
| -1.480868413 | 1 | 0.3% |
| Other values (279) | 279 |
| Value | Count | Frequency (%) |
| -2.538154803 | 1 | |
| -1.977119939 | 1 | |
| -1.827547277 | 1 | |
| -1.817552869 | 1 | |
| -1.767786902 | 1 | |
| -1.61426456 | 1 | |
| -1.507288337 | 1 | |
| -1.480868413 | 1 | |
| -1.438915942 | 1 | |
| -1.426654762 | 1 |
| Value | Count | Frequency (%) |
| 3.593388453 | 1 | |
| 3.135053853 | 1 | |
| 3.057313848 | 1 | |
| 2.947220813 | 1 | |
| 2.789508375 | 1 | |
| 2.613060717 | 1 | |
| 2.182854708 | 1 | |
| 2.109940181 | 1 | |
| 2.006930811 | 1 | |
| 1.984366118 | 1 |
tunnel_volume_cm_norm_std
Real number (ℝ)
High correlation Missing
| Distinct | 262 |
|---|---|
| Distinct (%) | 90.7% |
| Missing | 5 |
| Missing (%) | 1.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0055242385 |
| Minimum | -2.4809848 |
|---|---|
| Maximum | 3.2317402 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 156 |
| Negative (%) | 53.1% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -2.4809848 |
|---|---|
| 5-th percentile | -1.4466126 |
| Q1 | -0.75746703 |
| median | -0.14404971 |
| Q3 | 0.61708945 |
| 95-th percentile | 1.872686 |
| Maximum | 3.2317402 |
| Range | 5.712725 |
| Interquartile range (IQR) | 1.3745565 |
Descriptive statistics
| Standard deviation | 1.0085941 |
|---|---|
| Coefficient of variation (CV) | 182.57613 |
| Kurtosis | 0.42411571 |
| Mean | 0.0055242385 |
| Median Absolute Deviation (MAD) | 0.65422594 |
| Skewness | 0.57275107 |
| Sum | 1.5965049 |
| Variance | 1.017262 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3205694941 | 2 | 0.7% |
| 0.2922635554 | 2 | 0.7% |
| -0.2052877597 | 2 | 0.7% |
| -0.3369319001 | 2 | 0.7% |
| -0.7982756504 | 2 | 0.7% |
| -0.9858087726 | 2 | 0.7% |
| 0.6444267438 | 2 | 0.7% |
| -0.3588223642 | 2 | 0.7% |
| -0.8946521697 | 2 | 0.7% |
| 0.5669100875 | 2 | 0.7% |
| Other values (252) | 269 | |
| (Missing) | 5 | 1.7% |
| Value | Count | Frequency (%) |
| -2.480984781 | 2 | |
| -1.768823148 | 1 | |
| -1.709321482 | 1 | |
| -1.673632321 | 1 | |
| -1.67186006 | 1 | |
| -1.610512589 | 1 | |
| -1.597844874 | 1 | |
| -1.543329035 | 1 | |
| -1.519841205 | 2 | |
| -1.510799628 | 1 |
| Value | Count | Frequency (%) |
| 3.231740221 | 1 | |
| 3.089597052 | 1 | |
| 3.025002828 | 1 | |
| 2.885180819 | 1 | |
| 2.796280798 | 1 | |
| 2.479598692 | 1 | |
| 2.461115523 | 1 | |
| 2.256100166 | 1 | |
| 2.230484905 | 1 | |
| 2.172592265 | 1 |
bp_area_norm_std
Real number (ℝ)
High correlation
| Distinct | 286 |
|---|---|
| Distinct (%) | 97.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.00036238341 |
| Minimum | -2.1661136 |
|---|---|
| Maximum | 4.030403 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 159 |
| Negative (%) | 54.1% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -2.1661136 |
|---|---|
| 5-th percentile | -1.4382455 |
| Q1 | -0.63925053 |
| median | -0.05877476 |
| Q3 | 0.53244479 |
| 95-th percentile | 1.7404821 |
| Maximum | 4.030403 |
| Range | 6.1965166 |
| Interquartile range (IQR) | 1.1716953 |
Descriptive statistics
| Standard deviation | 0.9705738 |
|---|---|
| Coefficient of variation (CV) | -2678.3063 |
| Kurtosis | 1.1226172 |
| Mean | -0.00036238341 |
| Median Absolute Deviation (MAD) | 0.58234425 |
| Skewness | 0.6693671 |
| Sum | -0.10654072 |
| Variance | 0.94201349 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6004887613 | 2 | 0.7% |
| -0.09645585836 | 2 | 0.7% |
| 0.5880321997 | 2 | 0.7% |
| 0.3806304497 | 2 | 0.7% |
| -1.338375047 | 2 | 0.7% |
| -0.01797952049 | 2 | 0.7% |
| -0.4738896738 | 2 | 0.7% |
| -1.466677631 | 2 | 0.7% |
| -0.5355496536 | 1 | 0.3% |
| 1.099374052 | 1 | 0.3% |
| Other values (276) | 276 |
| Value | Count | Frequency (%) |
| -2.166113563 | 1 | |
| -2.154279829 | 1 | |
| -2.00168695 | 1 | |
| -1.808610246 | 1 | |
| -1.724528455 | 1 | |
| -1.70023816 | 1 | |
| -1.661622819 | 1 | |
| -1.597471527 | 1 | |
| -1.573181232 | 1 | |
| -1.497196207 | 1 |
| Value | Count | Frequency (%) |
| 4.030402989 | 1 | |
| 3.585080913 | 1 | |
| 2.705024838 | 1 | |
| 2.510702478 | 1 | |
| 2.477069761 | 1 | |
| 2.288352854 | 1 | |
| 2.247869029 | 1 | |
| 2.151953504 | 1 | |
| 2.047941215 | 1 | |
| 2.003720422 | 1 |
seed_norm_std
Real number (ℝ)
High correlation
| Distinct | 45 |
|---|---|
| Distinct (%) | 15.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3594568 × 10-17 |
| Minimum | -0.65402097 |
|---|---|
| Maximum | 4.2638586 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 204 |
| Negative (%) | 69.4% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.65402097 |
|---|---|
| 5-th percentile | -0.65402097 |
| Q1 | -0.65402097 |
| median | -0.65402097 |
| Q3 | 0.31570177 |
| 95-th percentile | 2.1651016 |
| Maximum | 4.2638586 |
| Range | 4.9178796 |
| Interquartile range (IQR) | 0.96972273 |
Descriptive statistics
| Standard deviation | 1.001705 |
|---|---|
| Coefficient of variation (CV) | 7.3684214 × 1016 |
| Kurtosis | 2.6398428 |
| Mean | 1.3594568 × 10-17 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7638088 |
| Sum | -6.6613381 × 10-15 |
| Variance | 1.003413 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| -0.6540209699 | 150 | |
| -0.09989369281 | 11 | 3.7% |
| -0.5154891506 | 11 | 3.7% |
| 0.1771699457 | 7 | 2.4% |
| -0.1691596024 | 7 | 2.4% |
| -0.446223241 | 6 | 2.0% |
| -0.03062778317 | 6 | 2.0% |
| -0.2384255121 | 6 | 2.0% |
| 1.701019958 | 5 | 1.7% |
| 0.3849676746 | 5 | 1.7% |
| Other values (35) | 80 |
| Value | Count | Frequency (%) |
| -0.6540209699 | 150 | |
| -0.5847550603 | 1 | 0.3% |
| -0.5154891506 | 11 | 3.7% |
| -0.446223241 | 6 | 2.0% |
| -0.3769573314 | 2 | 0.7% |
| -0.3076914217 | 4 | 1.4% |
| -0.2384255121 | 6 | 2.0% |
| -0.1691596024 | 7 | 2.4% |
| -0.09989369281 | 11 | 3.7% |
| -0.03062778317 | 6 | 2.0% |
| Value | Count | Frequency (%) |
| 4.263858614 | 1 | 0.3% |
| 3.501933608 | 2 | |
| 3.363401789 | 2 | |
| 3.15560406 | 1 | 0.3% |
| 2.947806331 | 1 | 0.3% |
| 2.670742693 | 3 | |
| 2.532210873 | 1 | 0.3% |
| 2.393679054 | 3 | |
| 2.255147235 | 1 | 0.3% |
| 2.116615416 | 2 |
fruit_norm_std
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 KiB |
| -0.9966610925150702 | |
|---|---|
| 1.0033500931359767 |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 18.510204 |
| Min length | 18 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0033500931359767 |
|---|---|
| 2nd row | 1.0033500931359767 |
| 3rd row | 1.0033500931359767 |
| 4th row | -0.9966610925150702 |
| 5th row | -0.9966610925150702 |
Common Values
| Value | Count | Frequency (%) |
| -0.9966610925150702 | 150 | |
| 1.0033500931359767 | 144 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.9966610925150702 | 150 | |
| 1.0033500931359767 | 144 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1176 | |
| 9 | 738 | |
| 6 | 594 | |
| 1 | 588 | |
| 5 | 588 | |
| 3 | 576 | |
| 7 | 438 | 8.0% |
| 2 | 300 | 5.5% |
| . | 294 | 5.4% |
| - | 150 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5442 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1176 | |
| 9 | 738 | |
| 6 | 594 | |
| 1 | 588 | |
| 5 | 588 | |
| 3 | 576 | |
| 7 | 438 | 8.0% |
| 2 | 300 | 5.5% |
| . | 294 | 5.4% |
| - | 150 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5442 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1176 | |
| 9 | 738 | |
| 6 | 594 | |
| 1 | 588 | |
| 5 | 588 | |
| 3 | 576 | |
| 7 | 438 | 8.0% |
| 2 | 300 | 5.5% |
| . | 294 | 5.4% |
| - | 150 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5442 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1176 | |
| 9 | 738 | |
| 6 | 594 | |
| 1 | 588 | |
| 5 | 588 | |
| 3 | 576 | |
| 7 | 438 | 8.0% |
| 2 | 300 | 5.5% |
| . | 294 | 5.4% |
| - | 150 | 2.8% |
Interactions
Correlations
| Flower_id | Flower_size | Flower_size_norm_std | S.No. | area | bp_area | bp_area_norm_std | date | day | df_index | entr_height | entr_length | fruit | fruit_norm_std | length_mm | population | ratio_len_wid | seed | seed_norm_std | treatment | tunnel_length | tunnel_volume_cm | tunnel_volume_cm_norm_std | width_mm | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Flower_id | 1.000 | 0.046 | 0.046 | 0.278 | 0.389 | -0.052 | -0.052 | 0.259 | 0.047 | 0.278 | 0.137 | -0.028 | 0.000 | 0.000 | 0.076 | 0.434 | 0.061 | -0.042 | -0.042 | 0.162 | -0.068 | 0.015 | 0.015 | 0.017 |
| Flower_size | 0.046 | 1.000 | 1.000 | -0.561 | 0.237 | -0.018 | -0.018 | 0.248 | -0.103 | -0.561 | 0.152 | 0.236 | 0.024 | 0.024 | 0.957 | 0.551 | -0.015 | 0.108 | 0.108 | 0.236 | 0.476 | 0.358 | 0.358 | 0.950 |
| Flower_size_norm_std | 0.046 | 1.000 | 1.000 | -0.561 | 0.237 | -0.018 | -0.018 | 0.248 | -0.103 | -0.561 | 0.152 | 0.236 | 0.024 | 0.024 | 0.957 | 0.551 | -0.015 | 0.108 | 0.108 | 0.236 | 0.476 | 0.358 | 0.358 | 0.950 |
| S.No. | 0.278 | -0.561 | -0.561 | 1.000 | 0.369 | 0.010 | 0.010 | 0.729 | 0.397 | 1.000 | -0.066 | -0.173 | 0.000 | 0.000 | -0.556 | 0.947 | -0.063 | -0.105 | -0.105 | 0.479 | -0.288 | -0.216 | -0.216 | -0.517 |
| area | 0.389 | 0.237 | 0.237 | 0.369 | 1.000 | 0.094 | 0.094 | 0.287 | 0.236 | 0.369 | 0.091 | 0.058 | 0.000 | 0.000 | 0.215 | 0.708 | 0.000 | 0.000 | 0.000 | 0.373 | 0.162 | 0.130 | 0.130 | 0.256 |
| bp_area | -0.052 | -0.018 | -0.018 | 0.010 | 0.094 | 1.000 | 1.000 | 0.000 | 0.084 | 0.010 | -0.099 | -0.034 | 0.000 | 0.000 | -0.040 | 0.071 | -0.071 | -0.028 | -0.028 | 0.109 | -0.015 | -0.079 | -0.079 | 0.019 |
| bp_area_norm_std | -0.052 | -0.018 | -0.018 | 0.010 | 0.094 | 1.000 | 1.000 | 0.000 | 0.084 | 0.010 | -0.099 | -0.034 | 0.000 | 0.000 | -0.040 | 0.071 | -0.071 | -0.028 | -0.028 | 0.109 | -0.015 | -0.079 | -0.079 | 0.019 |
| date | 0.259 | 0.248 | 0.248 | 0.729 | 0.287 | 0.000 | 0.000 | 1.000 | 0.995 | 0.729 | 0.000 | 0.079 | 0.000 | 0.000 | 0.288 | 0.981 | 0.125 | 0.000 | 0.000 | 0.528 | 0.124 | 0.000 | 0.000 | 0.278 |
| day | 0.047 | -0.103 | -0.103 | 0.397 | 0.236 | 0.084 | 0.084 | 0.995 | 1.000 | 0.397 | -0.064 | -0.165 | 0.000 | 0.000 | -0.112 | 0.777 | -0.089 | -0.026 | -0.026 | 0.490 | 0.011 | -0.114 | -0.114 | -0.086 |
| df_index | 0.278 | -0.561 | -0.561 | 1.000 | 0.369 | 0.010 | 0.010 | 0.729 | 0.397 | 1.000 | -0.066 | -0.173 | 0.000 | 0.000 | -0.556 | 0.947 | -0.063 | -0.105 | -0.105 | 0.479 | -0.288 | -0.216 | -0.216 | -0.517 |
| entr_height | 0.137 | 0.152 | 0.152 | -0.066 | 0.091 | -0.099 | -0.099 | 0.000 | -0.064 | -0.066 | 1.000 | 0.207 | 0.000 | 0.000 | 0.175 | 0.000 | 0.105 | -0.000 | -0.000 | 0.000 | 0.160 | 0.686 | 0.686 | 0.111 |
| entr_length | -0.028 | 0.236 | 0.236 | -0.173 | 0.058 | -0.034 | -0.034 | 0.079 | -0.165 | -0.173 | 0.207 | 1.000 | 0.000 | 0.000 | 0.201 | 0.000 | 0.009 | -0.002 | -0.002 | 0.054 | 0.425 | 0.756 | 0.756 | 0.251 |
| fruit | 0.000 | 0.024 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.993 | 0.104 | 0.064 | 0.000 | 0.753 | 0.753 | 0.105 | 0.000 | 0.000 | 0.000 | 0.185 |
| fruit_norm_std | 0.000 | 0.024 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.993 | 1.000 | 0.104 | 0.064 | 0.000 | 0.753 | 0.753 | 0.105 | 0.000 | 0.000 | 0.000 | 0.185 |
| length_mm | 0.076 | 0.957 | 0.957 | -0.556 | 0.215 | -0.040 | -0.040 | 0.288 | -0.112 | -0.556 | 0.175 | 0.201 | 0.104 | 0.104 | 1.000 | 0.530 | 0.241 | 0.109 | 0.109 | 0.258 | 0.460 | 0.345 | 0.345 | 0.826 |
| population | 0.434 | 0.551 | 0.551 | 0.947 | 0.708 | 0.071 | 0.071 | 0.981 | 0.777 | 0.947 | 0.000 | 0.000 | 0.064 | 0.064 | 0.530 | 1.000 | 0.000 | 0.000 | 0.000 | 0.445 | 0.274 | 0.000 | 0.000 | 0.498 |
| ratio_len_wid | 0.061 | -0.015 | -0.015 | -0.063 | 0.000 | -0.071 | -0.071 | 0.125 | -0.089 | -0.063 | 0.105 | 0.009 | 0.000 | 0.000 | 0.241 | 0.000 | 1.000 | -0.033 | -0.033 | 0.161 | 0.008 | 0.049 | 0.049 | -0.289 |
| seed | -0.042 | 0.108 | 0.108 | -0.105 | 0.000 | -0.028 | -0.028 | 0.000 | -0.026 | -0.105 | -0.000 | -0.002 | 0.753 | 0.753 | 0.109 | 0.000 | -0.033 | 1.000 | 1.000 | 0.144 | 0.061 | 0.020 | 0.020 | 0.108 |
| seed_norm_std | -0.042 | 0.108 | 0.108 | -0.105 | 0.000 | -0.028 | -0.028 | 0.000 | -0.026 | -0.105 | -0.000 | -0.002 | 0.753 | 0.753 | 0.109 | 0.000 | -0.033 | 1.000 | 1.000 | 0.144 | 0.061 | 0.020 | 0.020 | 0.108 |
| treatment | 0.162 | 0.236 | 0.236 | 0.479 | 0.373 | 0.109 | 0.109 | 0.528 | 0.490 | 0.479 | 0.000 | 0.054 | 0.105 | 0.105 | 0.258 | 0.445 | 0.161 | 0.144 | 0.144 | 1.000 | 0.148 | 0.000 | 0.000 | 0.331 |
| tunnel_length | -0.068 | 0.476 | 0.476 | -0.288 | 0.162 | -0.015 | -0.015 | 0.124 | 0.011 | -0.288 | 0.160 | 0.425 | 0.000 | 0.000 | 0.460 | 0.274 | 0.008 | 0.061 | 0.061 | 0.148 | 1.000 | 0.633 | 0.633 | 0.455 |
| tunnel_volume_cm | 0.015 | 0.358 | 0.358 | -0.216 | 0.130 | -0.079 | -0.079 | 0.000 | -0.114 | -0.216 | 0.686 | 0.756 | 0.000 | 0.000 | 0.345 | 0.000 | 0.049 | 0.020 | 0.020 | 0.000 | 0.633 | 1.000 | 1.000 | 0.342 |
| tunnel_volume_cm_norm_std | 0.015 | 0.358 | 0.358 | -0.216 | 0.130 | -0.079 | -0.079 | 0.000 | -0.114 | -0.216 | 0.686 | 0.756 | 0.000 | 0.000 | 0.345 | 0.000 | 0.049 | 0.020 | 0.020 | 0.000 | 0.633 | 1.000 | 1.000 | 0.342 |
| width_mm | 0.017 | 0.950 | 0.950 | -0.517 | 0.256 | 0.019 | 0.019 | 0.278 | -0.086 | -0.517 | 0.111 | 0.251 | 0.185 | 0.185 | 0.826 | 0.498 | -0.289 | 0.108 | 0.108 | 0.331 | 0.455 | 0.342 | 0.342 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| df_index | S.No. | date | day | population | area | genotype_id | Flower_id | treatment | length_mm | width_mm | ratio_len_wid | Flower_size | tunnel_length | entr_length | entr_height | tunnel_volume_cm | bp_area | fruit | seed | Flower_size_norm_std | tunnel_volume_cm_norm_std | bp_area_norm_std | seed_norm_std | fruit_norm_std | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1 | 2024-02-07 | 1 | NET | BLUE | N119 | 119.1 | CONTROL | 100.6 | 81.5 | 1.234356 | 81.9890 | 34.1 | 14.1 | 8.9 | 4.279209 | 8.166 | 1.0 | 8.0 | 3.135054 | 0.650849 | 0.223678 | -0.099894 | 1.003350 |
| 1 | 1 | 2 | 2024-02-07 | 1 | NET | BROWN | N185 | 185.1 | SUPP | 84.0 | 77.2 | 1.088083 | 64.8480 | 33.6 | 11.6 | 7.8 | 3.040128 | 7.224 | 1.0 | 55.0 | 1.663283 | -0.460474 | -0.363026 | 3.155604 | 1.003350 |
| 2 | 2 | 3 | 2024-02-07 | 1 | NET | RED | N186 | 186.1 | CONTROL | 94.5 | 72.5 | 1.303448 | 68.5125 | 31.0 | 16.2 | 8.9 | 4.469580 | 7.652 | 1.0 | 39.0 | 1.977926 | 0.821592 | -0.096456 | 2.047350 | 1.003350 |
| 3 | 3 | 4 | 2024-02-07 | 1 | NET | RED | N186 | 186.2 | CONTROL | 91.5 | 70.5 | 1.297872 | 64.5075 | 28.0 | 11.8 | 7.9 | 2.610160 | 7.958 | 0.0 | 0.0 | 1.634047 | -0.846109 | 0.094130 | -0.654021 | -0.996661 |
| 4 | 4 | 5 | 2024-02-07 | 1 | NET | GREEN | N187 | 187.1 | CONTROL | 95.1 | 71.1 | 1.337553 | 67.6161 | 31.4 | 16.8 | 7.7 | 4.061904 | 5.656 | 0.0 | 0.0 | 1.900959 | 0.455950 | -1.339621 | -0.654021 | -0.996661 |
| 5 | 5 | 6 | 2024-02-07 | 1 | NET | GREEN | N188 | 188.1 | CONTROL | 92.8 | 76.4 | 1.214660 | 70.8992 | 31.5 | 14.4 | 8.7 | 3.946320 | 6.947 | 0.0 | 0.0 | 2.182855 | 0.352284 | -0.535550 | -0.654021 | -0.996661 |
| 6 | 6 | 7 | 2024-02-07 | 1 | NET | GREEN | N188 | 188.2 | CONTROL | 74.1 | 71.4 | 1.037815 | 52.9074 | 31.5 | 14.6 | 5.8 | 2.667420 | 9.572 | 1.0 | 21.0 | 0.638032 | -0.794753 | 1.099374 | 0.800563 | 1.003350 |
| 7 | 7 | 8 | 2024-02-07 | 1 | NET | GREEN | N188 | 188.3 | CONTROL | 78.7 | 74.8 | 1.052139 | 58.8676 | 30.7 | 13.5 | 9.3 | 3.854385 | 7.501 | 1.0 | 30.0 | 1.149790 | 0.269828 | -0.190503 | 1.423956 | 1.003350 |
| 8 | 8 | 9 | 2024-02-07 | 1 | NET | GREEN | N188 | 188.4 | CONTROL | 78.2 | 60.1 | 1.301165 | 46.9982 | 28.1 | 11.0 | 10.4 | 3.214640 | 7.588 | 0.0 | 0.0 | 0.130653 | -0.303955 | -0.136317 | -0.654021 | -0.996661 |
| 9 | 9 | 10 | 2024-02-11 | 5 | NET | BLUE | N007 | 7.1 | CONTROL | 65.9 | 58.5 | 1.126496 | 38.5515 | 31.5 | 14.7 | 9.2 | 4.260060 | 7.778 | 1.0 | 15.0 | -0.594603 | 0.633675 | -0.017980 | 0.384968 | 1.003350 |
| df_index | S.No. | date | day | population | area | genotype_id | Flower_id | treatment | length_mm | width_mm | ratio_len_wid | Flower_size | tunnel_length | entr_length | entr_height | tunnel_volume_cm | bp_area | fruit | seed | Flower_size_norm_std | tunnel_volume_cm_norm_std | bp_area_norm_std | seed_norm_std | fruit_norm_std | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 284 | 289 | 290 | 2024-03-07 | 30 | KUR | BLUE | K220 | 220.2 | CONTROL | 60.3 | 50.8 | 1.187008 | 30.6324 | 27.3 | 13.6 | 9.1 | 3.378648 | 8.008 | 1.0 | 18.0 | -1.274558 | -0.156857 | 0.125271 | 0.592765 | 1.003350 |
| 285 | 290 | 291 | 2024-03-07 | 30 | KUR | GREEN | K173 | 173.3 | CONTROL | 66.0 | 51.0 | 1.294118 | 33.6600 | 32.8 | 11.3 | 9.1 | 3.372824 | 5.281 | 0.0 | 0.0 | -1.014600 | -0.162081 | -1.573181 | -0.654021 | -0.996661 |
| 286 | 291 | 292 | 2024-03-07 | 30 | KUR | RED | K221 | 221.1 | CONTROL | 68.6 | 64.0 | 1.071875 | 43.9040 | 34.7 | 14.0 | 8.4 | 4.080720 | 9.187 | 1.0 | 29.0 | -0.135024 | 0.472826 | 0.859585 | 1.354690 | 1.003350 |
| 287 | 292 | 293 | 2024-03-07 | 30 | KUR | RED | K221 | 221.2 | CONTROL | 67.8 | 56.0 | 1.210714 | 37.9680 | 34.6 | 10.4 | 7.4 | 2.662816 | 8.784 | 1.0 | 18.0 | -0.644704 | -0.798882 | 0.608586 | 0.592765 | 1.003350 |
| 288 | 293 | 294 | 2024-03-07 | 30 | KUR | RED | K221 | 221.3 | CONTROL | 67.7 | 61.3 | 1.104405 | 41.5001 | 32.7 | 12.6 | 8.8 | 3.625776 | 8.364 | 0.0 | 0.0 | -0.341429 | 0.064790 | 0.346998 | -0.654021 | -0.996661 |
| 289 | 294 | 295 | 2024-03-07 | 30 | KUR | RED | K221 | 221.4 | CONTROL | 66.8 | 54.7 | 1.221207 | 36.5396 | 31.8 | 11.9 | 7.8 | 2.951676 | 7.885 | 0.0 | 0.0 | -0.767350 | -0.539805 | 0.048663 | -0.654021 | -0.996661 |
| 290 | 298 | 299 | 2024-03-13 | 36 | KUR | BLUE | K204 | 204.2 | CONTROL | 70.2 | 59.3 | 1.183811 | 41.6286 | 32.3 | 11.0 | 8.2 | 2.913460 | 5.452 | 0.0 | 0.0 | -0.330395 | -0.574081 | -1.466678 | -0.654021 | -0.996661 |
| 291 | 299 | 300 | 2024-03-13 | 36 | KUR | Brown | K159 | 159.5 | CONTROL | 42.9 | 37.1 | 1.156334 | 15.9159 | 22.4 | 10.9 | 9.7 | 2.368352 | 8.919 | 1.0 | 13.0 | -2.538155 | -1.062985 | 0.692667 | 0.246436 | 1.003350 |
| 292 | 300 | 301 | 2024-03-13 | 36 | KUR | RED | K221 | 221.5 | CONTROL | 60.9 | 52.3 | 1.164436 | 31.8507 | 30.7 | 13.5 | 5.8 | 2.403810 | 7.456 | 0.0 | 0.0 | -1.169951 | -1.031183 | -0.218530 | -0.654021 | -0.996661 |
| 293 | 301 | 302 | 2024-03-13 | 36 | KUR | RED | K221 | 221.6 | CONTROL | 59.5 | 54.3 | 1.095764 | 32.3085 | 31.0 | 12.6 | 5.8 | 2.265480 | 8.541 | 0.0 | 0.0 | -1.130643 | -1.155250 | 0.457238 | -0.654021 | -0.996661 |